A deep-learning pipeline deployed directly on a 0.55T MRI scanner automatically segments the fetus, placenta, amniotic fluid, and umbilical cord and produces a volumetry report in real time.
Hamiltonian reductions of free particles under polar actions of compact Lie groups
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
Classical and quantum Hamiltonian reductions of free geodesic systems of complete Riemannian manifolds are investigated. The reduced systems are described under the assumption that the underlying compact symmetry group acts in a polar manner in the sense that there exist regularly embedded, closed, connected submanifolds meeting all orbits orthogonally in the configuration space. Hyperpolar actions on Lie groups and on symmetric spaces lead to families of integrable systems of spin Calogero-Sutherland type.
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physics.med-ph 1years
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Scanner-based real-time automated volumetry reporting of the fetus, amniotic fluid, placenta and umbilical cord for fetal MRI at 0.55T
A deep-learning pipeline deployed directly on a 0.55T MRI scanner automatically segments the fetus, placenta, amniotic fluid, and umbilical cord and produces a volumetry report in real time.